Open AccessResearch Worry as a window into the lives of people who use injection drugs: a factor analysis approach Heidi Exner1, Erin K Gibson1, Ryan Stone2, Jennifer Lindquist2, Laura
Trang 1Open Access
Research
Worry as a window into the lives of people who use injection drugs:
a factor analysis approach
Heidi Exner1, Erin K Gibson1, Ryan Stone2, Jennifer Lindquist2,
Laura Cowen2 and Eric A Roth*3
Address: 1 AIDS Vancouver Island, 1601 Blanshard Avenue, Victoria, British Columbia, V8W 2J5, Canada, 2 Department of Mathematics and
Statistics, PO BOX 3060 STN CSC, Victoria, British Columbia, V8W 3R4, Canada and 3 Department of Anthropology, University of Victoria, PO Box 3050, STN CSC, Victoria, British Columbia, V8W 3P5, Canada
Email: Heidi Exner - Heidi.Exner@avi.org; Erin K Gibson - erinkgibson@gmail.com; Ryan Stone - ryestone@uvic.ca;
Jennifer Lindquist - jenl@uvic.ca; Laura Cowen - lcowen@uvic.ca; Eric A Roth* - ericroth@uvic.ca
* Corresponding author
Abstract
Background: The concept of risk dominates the HIV/AIDS literature pertaining to People Who
Use Injection Drugs (PWUID) In contrast the associated concept of worry is infrequently applied,
even though it can produce important perspectives of PWUID's lives This study asked a sample (n
= 105) of PWUID enrolled in a Victoria, British Columbia needle exchange program to evaluate
their degree of worry about fourteen factors they may encounter in their daily lives
Methods: Exploratory factor analysis was used to analyze their responses.
Results: Factor analysis delineated three factors: 1) overall personal security, 2) injection drug
use-specific risks including overdosing and vein collapse and, 3) contracting infectious diseases
associated with injection drug use (e.g HIV/AIDS and hepatitis C)
Conclusion: PWUID in this study not only worry about HIV/AIDS but also about stressful factors
in their daily life which have been linked to both increased HIV/AIDS risk behaviour and decreased
anti-retroviral treatment adherence The importance PWUID give to this broad range of worry/
concerns emphasizes the need to place HIV/AIDS intervention, education, and treatment programs
within a broader harm-reduction framework that incorporates their perspectives on both worry
and risk
Background
Injection drug use is a driving force in historic HIV
epi-demics in North America and emerging epiepi-demics in Asia
and Eastern Europe [1], and is the world-wide leading
cause of hepatitis C infection [2] As a result the public
health and epidemiological literature on People Who Use
Injection Drugs (PWUID) [3] is dominated by the concept
of "risk", associated largely with the sharing of injection
drug equipment Applications of the concept of risk to PWUID originated with seminal studies on disease trans-mission parameters [4,5], evolved to consider risk net-works [6,7], and presently focus on risk environments [8] and the structural production of risk [9]
In contrast to this long-standing concern with the concept
of risk there has been relatively little development of a
Published: 29 July 2009
Harm Reduction Journal 2009, 6:20 doi:10.1186/1477-7517-6-20
Received: 13 February 2009 Accepted: 29 July 2009 This article is available from: http://www.harmreductionjournal.com/content/6/1/20
© 2009 Exner et al; licensee BioMed Central Ltd
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Trang 2related concept, that of worry, in the HIV/AIDS literature.
A notable exception is Smith and Watkins' [10,11]
substi-tution of "worry" about contracting HIV/AIDS in place of
"risk of HIV/AIDS" In doing so they argue that worry is an
important concept since, "worry is universally
experi-enced and more emotionally based than perceived risk,
respondents may have less difficultly understanding the
concept of worry and articulating their levels of worry
than describing their perceived risk" [10:72] To this we
add that consideration of what people worry about can
help identify what individuals and/or groups perceive as
actually constituting risks, since risk is now assumed to be
socially constructed [9] From this perspective we can
define worry as the recognition of risk As such
considera-tion of what people worry about has the potential to
pro-vide important "windows" into their lives by identifying
the risks and challenges they face This is exemplified by
Busza's [12] study of worry patterns for Vietnamese sex
workers in Cambodia, which revealed worry about HIV/
AIDS nested within broader frameworks encompassing
the need to provide funds for extended families in
Viet-nam, issues of police harassment, and demanding brothel
owners
For PWUID the importance of considering broader factors
of concern was highlighted by Mizuno et al [13] who
asked HIV-seropositive PWUID to rank order their "life
priorities" from a list of seven items including HIV,
hous-ing, having money, food, being able to work, childcare,
and safety from violence In their sample of 161
individu-als only 37% ranked HIV as a top priority, while nearly
half ranked HIV as their fourth priority or lower Similarly
Brogly et al [14] asked Montreal PWUID to choose five
cards representing what they perceived as the most
impor-tant factors in their quality of life from a group of
seven-teen cards including HIV/AIDS treatment, drug treatment,
health, being useful, education, feeling good about
your-self, independence and free choice, spirituality, friends,
family, partnership, sex, housing, money, resources
lei-sure activities, and drugs From this list the most
fre-quently chosen factors were housing, health, money,
spirituality, family, and feeling good about yourself Only
13% of participants included HIV/AIDS treatment as an
important factor, and this factor ranked a lowly twelfth
out of the possible seventeen items
This recognition of worries in addition to HIV/AIDS
infec-tion or treatment is important because both ethnographic
studies [15] and health surveys [16] report on the chaotic
nature of PWUID's lives, with homelessness, stigma, and
lack of resources associated with high-risk behaviours
ranging from sharing injection drug paraphernalia to
sur-vival sex, while simultaneously acting as barriers to HIV/
AIDS treatment [17] In the present paper we analyze
responses to a survey questionnaire to delineate worry
patterns for PWUID enrolled in a long-established needle exchange program in Victoria, British Columbia in order
to gain a broader understanding of what they identify as risk and worry about in their everyday lives
Methods
Data for this study were generated by a survey of AIDS Vancouver Island's Street Outreach Services (AVI-SOS) Needle Exchange Program clientele Conducted in April-May/2008 the survey represented a collaborative research project between members of AIDS Vancouver Island and the University of Victoria designed to address the issue of continued injection drug equipment sharing among nee-dle exchange clientele [18] AIDS Vancouver Island has a long-running Street Outreach Services (AVI-SOS) Needle Exchange Program Established in the early 1990s, this service exchanges syringes throughout Vancouver Island
In June 2008 the service was evicted from its fixed Victoria site as a result of a neighbourhood association lawsuit and now operates a mobile needle exchange service in Victo-ria
For the present study, eligibility criteria limited participa-tion to persons aged eighteen and over who had injected illicit drugs within the past four months and who were active on the AVI-SOS registry This registry contains date-specific records of all needle exchanges listed by clients' unique codes The University of Victoria's Human Research Ethics Board reviewed and approved the survey instrument (Human Subjects' Certificate 08–277) Partic-ipants were paid a $20 honorarium for participating in the survey interview, which took less than an hour to admin-ister The survey included sections pertaining to: 1) basic demographic and educational history, 2) substance use history, 3) current injection practices, 4) egocentric risk networks, 5) worry factors and, 6) drug sharing scenarios
In total 105 AVI-SOS clientele completed the survey ques-tionnaire Descriptive statistics for this sample are pre-sented in Tables 1 and 2 These indicate a predominantly male (70%), White (77%), and older (mean age > 40.0 years) sample Clientele interviewed were characterized
by both a long Victorian residency (mean years in Victoria
> 17 years) and a lengthy affiliation with the needle exchange (mean time period needle exchange client > 7 years) Despite fairly high levels of formal education and literacy, with almost one-half (48%) completing high school, slightly more than half the interviewees were homeless at the time of the survey (average number of places slept in last week = 2.5) and another 10% were liv-ing in shelters Overall the sample consisted of older, street-entrenched injection drug users with both a long Victoria residence, and a lengthy association with the AVI-SOS needle exchange program
Trang 3To investigate worry patterns survey participants scored 14
items on a five-point scale measuring how frequently they
worry about each item, with the scale being: 1 = Never, 2
= Once a month, 3 = Weekly, 4 = Daily, 5 = All the time
While response rates to sections within the total survey
varied, for example over 10% chose not to complete the
network questions, all 105 participants completed this
section which was written by AVI-SOS staff in
collabora-tion with needle exchange clientele and pretested to
ensure that questions representing risks and challenges
Victoria PWUID face daily were included, and that
ques-tion wording and terminology were clear In the actual
questionnaire administration, both individual clients and
interviewers had a copy of the questionnaire and went
through each section together to ensure mutual
under-standing of the instrument's questions
From discussions with AVI staff and needle exchange
cli-entele prior to administering the questionnaire the 14
items in the worry section were thought to represent three
areas of risk and worry for PWUID These were:
1: Overall Security – this included worry about food and
housing as well as personal safety, denoted on the
ques-tionnaire as the following items (item number in paren-theses): Having a place to stay (8), Able to get food (10), Being robbed (7), Being assaulted (9), Being farmed (robbed while sleeping or high) by your peers (11) and Police arrest (or being jacked up by police) (2)
2: Injection Drug Use-Specific Worries – included here
were: Overdosing (1), Vein damage (6), Missing your smash (or vein) (13), Police confiscating syringes (12) and, Getting clean needles (14)
3: Infectious Disease Worries – these include worry
about contracting HIV/AIDS, (3), Hepatitis C Infection (4) and Sexually Transmitted Infections (5)
To assess whether the survey participants also viewed these multiple items in the same perspective we used the
per-form an exploratory factor analysis on responses to the worry questions Factor analysis is a data reduction statis-tical technique designed to delineate a hypothesized underlying structure of large data sets represented by numerous variables [19] While our data set cannot be considered large, it does meet an important guideline for factor analysis; that the minimum number of subjects in a sample be either 100 subjects or 5 times the number of variables being analyzed, whichever is larger [20:73] In our sample 105 participants responded to 14 variables, thus qualifying on both criteria
Factors are assumed responsible for the covariation between two or more observed variables Based on either correlation or covariance matrices, factor analysis extracts factors representing shared variance In this paper, factors were extracted using the maximum likelihood option con-tained within PROC FACTOR, which permits hypothesis testing for the best number of factors to be retained [20] Extracted factors were then rotated, that is, a linear trans-formation was performed on the factor solution for easier interpretation, via the PROMAX option in SAS, rendering the extracted factors correlated or "oblique" Individual variables were considered to "strongly load" on each fac-tor if they possessed facfac-tor loading scores equal to or above 0.40 [19:29] Variables which did not achieve this level (known as low-loading) were removed from subse-quent analysis
To determine the number of factors to be retained in the model a scree test or plot depicting each of the variables as
a separate factor with respect to its corresponding eigen-value (interpreted as the amount of variance accounted for by each factor) was constructed The point at which the slope of the plot changes from a rapid to a slow decline is the cut-off for the number of factors to be retained This point separates factors with large eigenvalues from those with relatively small eigenvalues [21] In addition, as
max-Table 1: AVI-SOS Clientele descriptive statistics for 105
individuals
Gender
Ethnicity
Education
Attended High School 39 37
Graduated High School 26 25
Housing Situation
Subsidized Housing 10 10
Table 2: Sample size, mean, standard deviation, and range for
AVI-SOS clientele descriptive variables
Years lived in Victoria 103 17.3 13.4 0–55
Number of places slept last week 105 2.5 2.0 1–7
Years needle exchange client 105 7.2 5.3 0–19
Trang 4imum likelihood techniques were used to estimate the
factor coefficients, a Chi-square test of the hypothesis that
k factors are sufficient was performed
Results
Univariate results and reliability estimates
To first measure the degree of worry recorded for each
var-iable and to determine if they are associated, we calculated
their means and standard deviations These results are
pre-sented in Table 3 with the individual variables placed
according to their proposed factor As seen here there was
a wide range exhibited in the mean values for each
varia-ble, ranging from the highest value (mean = 3.11)
associ-ated with having a place to stay, to the lowest values
recorded for being able to obtain clean needles (mean =
1.72) and worry about police arrest (mean = 1.76) Worry
about HIV/AIDS had the fourth highest ranking (mean =
2.84) below only worry about having a place to stay,
being robbed (mean = 2.91), and contracting hepatitis C
(mean = 2.89)
Also shown in Table 3 is a measure of inter-variable
relia-bility known as Cronbach's alpha, which denotes how
well the variables in each proposed factor are related A
commonly applied rule of thumb is that alpha levels should equal or exceed 0.70 As shown in Table 3 this level is met for all three of the proposed factors
Factor analysis
Factor analysis proceeded in a two-step manner First, all fourteen variables were included in the analysis, and the results examined for low-loading variables Two variables, FARMED and ARREST (Questions 3 and 6 respectively) did not load strongly on any factor Accordingly, in the second step these variables were removed and the analysis repeated For this second run the corresponding scree plot was constructed This revealed a steep drop-off in eigen-values after the first factor, which had an eigenvalue of 5.14 The second factor featured an eigenvalue of 2.02, while the third factor had an eigenvalue of 0.97 Further, there was not enough evidence to reject the hypothesis that 3 factors are sufficient (X2
33 = 33.4, p-value = 0.45) Based on the scree plot and the chi-square test, 3 factors were retained in the model
Examination of the variable loadings, representing stand-ardized regression coefficients, for each of the three factors
is shown in Table 4 These data support our initial suppo-sition of three distinct factors pertaining to: 1) worry about overall personal security, 2) specific worries associ-ated with injection drug use and, 3) worry about contract-ing infectious diseases associated with injection drug use The first factor, worry about overall security accounts for over 60% of the total variance and is represented by four manifest variables, being robbed (ROBBED), assaulted (MUGGED), having a place to stay (PLACE) and finding food (FOOD) The second factor contains five variables, worry about overdosing (OD), vein collapse (VEINS), get-ting clean needles (CLEAN), police taking needles (TAKE) and missing your smash (SMASH), and contributes another 24% of the total variance The third factor includes the variables relating to worry about contracting
Table 3: Descriptive statistics for individual variables and
Cronbach's alpha for each proposed factor
Overall Security Worries1
Having a Place to Stay 3.11 1.76
Able to Get Food 2.01 1.41
Being Assaulted 2.51 1.56
Being Arrested 2.76 1.59
Injection Drug Use-Specific Worries2
Missing Your Smash 2.56 1.70
Police Confiscating Needles 1.76 1.44
Getting Clean Needles 1.72 0.45
Infectious Disease Worries3
Hepatitis C Infection 2.89 1.71
1 α = 0.75, 2 α = 0.71, 3 α = 0.74
Table 4: Rotated factor pattern and standardized regression coefficients for the 3 factor model.
Variable Factor 1 Factor 2 Factor 3
Overdose 0.00 0.41 0.17
Robbed 0.70 -0.01 -0.06 Place 0.69 0.01 -0.02 Mugged 0.76 -0.03 -0.08
Smash 0.10 0.74 -0.14
Coefficients that loaded on a factor (≥0.40) are in bold
Trang 5HIV/AIDS, hepatitis C (HCV), and sexually transmitted
infections (STIs) contributed the remaining 15% of
varia-tion
Discussion
This paper performed an exploratory factor analysis on
data pertaining to a broad array of possible worries
thought to characterize the daily life of People Who Use
Injection Drugs currently enrolled in a needle exchange
program administered by AIDS Vancouver Island, in
Vic-toria, British Columbia, Canada In doing so it was
pro-posed that three common factors representing worry
about overall personal security, health concerns specific to
injection drug use, and contracting HIV, HCV, and STIs
would be delineated Exploratory factor analysis indicated
that the data did indeed contain these three specific
fac-tors Equally important, each factor fulfilled the four
inter-pretability criteria stressed by Hatcher [19:85–86]: 1) at
least three variables with significant loadings on each
retained factor, 2) variables loading on a given factor
share some conceptual meaning, 3) variables loading on
different factors appear to measure different constructs
and, 4) the rotated factor pattern demonstrates simple
structure, i.e most variables load on only one factor and
have near-zero loadings on others Two variables, worry
about being farmed, or robbed while high by one's peers
and worry about police arrest, were dropped from the
fac-tor analysis, but univariate analysis showed that they both
possessed high mean values, and were viewed as
addi-tional important risks to our sample
Our results are limited in being based on a small
non-probabilistic sample which hinders generalization to
other settings However, we note that this analysis
corre-sponds to previous studies [13,14] indicating that for
PWUID specific worry about HIV/AIDS exists alongside
general living and security considerations
Consideration of all these concerns echoes the classic
paper by Strathdee et al [22] that argued that "needle
exchange is not enough", and that while vital, needle
exchange programs should be, " considered one
compo-nent of a comprehensive programme including
counsel-ling, support and education" More than a decade later
these words still ring true, with ethnographic [15] and
sur-vey – based [16] studies linking social instability (e.g
homelessness), to both heightened HIV risk behaviour
and diminished adherence to anti-retroviral treatment
therapy
While certainly not detracting from the large number of
rigorous studies indicating multiple positive HIV/AIDS
related harm reduction effects associated with needle
exchange programs (for a recent listing of these see
[1:143]), our results again emphasize the need to address
larger structural problems which form risks and worries for PWUID Unfortunately in the present case the closure
of the AVI-SOS fixed site needle exchange facility limits the organization's ability to address these broader pro-grams Throughout its existence the fixed-site provided a suite of services, ranging from providing hot meals through access to street nurses, referrals to housing/shelter organizations, personal counsellors and HIV/HCV testing
to simply providing a safe, dry, warm place With its clo-sure AVI-SOS must attempt to provide these services via newly established outreach services which cannot individ-ually offer the array of services provided by the now defunct fixed-site; which this analysis reveals their clien-tele want and need
In conclusion, combined with the historically more fre-quently applied concept of risk, consideration and inclu-sion of PWUID's panoply of everyday worries into broader-based harm reduction interventions could pro-vide important insights or "windows" into their lives and yield effective programs featuring the convergence of PWUID perspectives and public health goals
Competing interests
The authors declare that they have no competing interests
Authors' contributions
HE, EKG, JL, RS and EAR designed the study question-naire, constructed the research design, collected the data upon which this analysis is based, and interpreted analy-sis results LC, RS and EAR completed the statistical anal-ysis, and wrote the manuscript draft All authors read and approved the final manuscript
Acknowledgements
We wish to particularly thank the participants of this study who gave their time and valuable information We are also very grateful to AIDS Vancou-ver Island for their generous use of their facilities for interviewing and oVancou-ver- over-all project support Financial support was provided by an award from the Vancouver Foundation EKG is supported by an IMPART Fellowship.
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